{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9fb50951-c623-4f50-87eb-a5c5e915d3e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "053fc831-f5be-45aa-9dcd-81bcdfe18afd",
   "metadata": {},
   "source": [
    "## 一、Matplotlib绘图结构分析\n",
    "\n",
    "<img src=\"figure.jpg\" alt=\"parts of figure\" style=\"zoom:67%;\" />\n",
    "\n",
    "\n",
    "1. Figure: 绘图的画板，是最顶层的容器。一张大的背板，可以在一个Figure上面绘制多张图片。\n",
    "2. Axes: 每个图都是一个Axes对象，一个Figure上可以同时有多个Axes对象。\n",
    "    1. Title: Axes的标题对象\n",
    "    2. Legend: 图例对象\n",
    "    3. Line2D: 绘制在Axes上的线条对象，例如折线图\n",
    "    4. Rectangular: 绘制在Axes上的矩形对象，例如柱状图\n",
    "    5. Marker: 绘制在Axes上的标记点对象，例如散点图图\n",
    "3. Axis: 坐标轴对象，每个坐标轴都是一个Axis对象\n",
    "    1. Tick: 坐标轴上的刻度对象，每个刻度都是一个Tick对象\n",
    "    2. TickLabel: 刻度上显示的文字对象\n",
    "    3. AxisLabel: 坐标轴的名称文字显示\n",
    "4. Artist: 上述所有对象的父类对象"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc26b863-06cd-4b30-b140-2939f55bf60d",
   "metadata": {},
   "source": [
    "## 二、Figure容器的操作\n",
    "1. 添加Axes对象：fig.add_subplot(211) / fig.add_axes([left,bottom,width,height])\n",
    "2. 操作当前Axes对象：fig.gca()获取当前Axes对象，fig.sca(axes)指定当前Axes对象\n",
    "3. 删除特定Axes对象：fig.delaxes(axes)\n",
    "4. 获取所有Axes对象：fig.axes\n",
    "\n",
    "### 2.1 添加Axes对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "34cebed0-5b6c-4d21-bf71-ed61d7645af1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建figure对象（画板）\n",
    "fig = plt.figure(figsize=(10, 5), dpi=120)\n",
    "# 1.1.1 fig.add_subplot()添加子图\n",
    "# 设置fig上的子图排列为2行1列\n",
    "# 并创建排列中的第一个子图（Axes对象）\n",
    "ax1 = fig.add_subplot(211)\n",
    "# 设置绘制数据\n",
    "# 前用的plt.plot其实是先拿到对应Axes对象，再调用Axes对象的plot方法\n",
    "ax1.plot(np.random.rand(10))\n",
    "# 1.1.2 fig.add_axes()添加子图\n",
    "# left,bottom,width,height\n",
    "ax2 = fig.add_axes([0, 0, 1, .5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "331237ed-8891-41d5-aed7-771f0bbc07fe",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 2.2 操作当前的Axes对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a4d51348-4b77-4029-a746-a540585ab1e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Axes(0,0;1x0.5)\n",
      "AxesSubplot(0.125,0.536818;0.775x0.343182)\n"
     ]
    }
   ],
   "source": [
    "# 获取当前的Axes对象: fig.gca()\n",
    "print(fig.gca())\n",
    "# 指定某个Axes对象为当前的Axes对象: fig.sca()\n",
    "fig.sca(ax1)\n",
    "print(fig.gca())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe6a4416-2c54-49d4-813e-0c1432545e28",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 2.3 删除某个Axes对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0c39a318-f415-4c67-b5da-21af0530a7ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 5), dpi=120)\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax1.plot(np.random.rand(10))\n",
    "ax2 = fig.add_axes([0, 0, 1, .5])\n",
    "\n",
    "# 删除了fig中的ax2\n",
    "fig.delaxes(ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25a92b51-19fa-44da-8d02-619b2d12a8d3",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 2.4 获取所有的Axes对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "24c549f2-91e4-4403-8aa3-b574b2ba3f2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AxesSubplot(0.125,0.536818;0.775x0.343182)\n",
      "Axes(0,0;1x0.5)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 5), dpi=120)\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax1.plot(np.random.rand(10))\n",
    "ax2 = fig.add_axes([0, 0, 1, .5])\n",
    "\n",
    "# 获得到了fig中所有的Axes对象\n",
    "for ax in fig.axes:\n",
    "    print(ax)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
